Update README.md

README.md

@@ -324,20 +324,18 @@ Upstream source datasets and corpora retain their own attribution requirements.
 
 ## Citation
 
-If you use MultiPII-X, please cite the dataset version used.
+If you use **MultiPII-X** in your research, please cite:
 
-Citation metadata is provided in `CITATION.cff`.
-
-Until a permanent DOI is assigned, a provisional citation is:
+**DOI:** [10.57967/hf/10725](https://doi.org/10.57967/hf/10725)
 
 ```bibtex
-@dataset{jakovchevski2026multipiix,
+@misc{jakovchevski2026multipiix,
   author    = {Nenad Jakovchevski},
   title     = {MultiPII-X},
   year      = {2026},
-  version   = {1.0.0},
   publisher = {Hugging Face},
-  url       = {https://huggingface.co/datasets/Nan0NJ/MultiPII-X}
+  doi       = {10.57967/hf/10725},
+  url       = {https://huggingface.co/datasets/Nan0NJ/multiPII-x}
 }
 ```